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Detection of Micro-Defects on Metal Screw Surfaces Based on Deep Convolutional Neural Networks

Detection of Micro-Defects on Metal Screw Surfaces Based on Deep Convolutional Neural Networks

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_692f925f6df440fe86988ff0433693af

Detection of Micro-Defects on Metal Screw Surfaces Based on Deep Convolutional Neural Networks

About this item

Full title

Detection of Micro-Defects on Metal Screw Surfaces Based on Deep Convolutional Neural Networks

Publisher

Switzerland: MDPI

Journal title

Sensors (Basel, Switzerland), 2018-10, Vol.18 (11), p.3709

Language

English

Formats

Publication information

Publisher

Switzerland: MDPI

More information

Scope and Contents

Contents

This paper proposes a deep convolutional neural network (CNN) -based technique for the detection of micro defects on metal screw surfaces. The defects we consider include surface damage, surface dirt, and stripped screws. Images of metal screws with different types of defects are collected using industrial cameras, which are then employed to train...

Alternative Titles

Full title

Detection of Micro-Defects on Metal Screw Surfaces Based on Deep Convolutional Neural Networks

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_692f925f6df440fe86988ff0433693af

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_692f925f6df440fe86988ff0433693af

Other Identifiers

ISSN

1424-8220

E-ISSN

1424-8220

DOI

10.3390/s18113709

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